Chordal decomposition in rank minimized semidefinite programs with applications to subspace clustering

Semidefinite programs (SDPs) often arise in relaxations of some NP-hard problems, and if the solution of the SDP obeys certain rank constraints, the relaxation will be tight. Decomposition methods based on chordal sparsity have already been applied to speed up the solution of sparse SDPs, but method...

Full description

Bibliographic Details
Main Authors: Miller, J, Zheng, Y, Roig-Solvas, B, Sznaier, M, Papachristodoulou, A
Format: Conference item
Language:English
Published: IEEE 2020